一个改进的节能云优化负载平衡,用于物联网框架
Nageswara Rao Moparthi1, G Balakrishna2, Premkumar Chithaluru3
1Department of Computer Science and Engineering, Koneru Lakshmaiah Education Foundation, Vaddeswaram, AP, 522302, India.
Heliyon
|December 6, 2023
概括
一个新的基于云的负载平衡算法通过改善响应时间和减少能源消耗来增强物联网 (IoT) 网络. 该解决方案解决了云集成物联网架构的挑战,以提高性能和效率.
科学领域:
- 计算机科学 计算机科学
- 网络工程 网络工程
- 云计算 云计算 云计算 云计算
背景情况:
- 无线通信和物联网 (IoT) 的普及需要高效的网络解决方案.
- 现有的物联网网络面临通信开销和数据管理方面的挑战,推动了对先进负载平衡技术的需求.
- 将物联网数据和应用程序迁移到云端需要专门的负载平衡算法,这些算法适用于云集成的物联网架构.
研究的目的:
- 为物联网网络设计一种新的基于云的负载平衡算法.
- 改善网络响应时间,减少云集成物联网环境中的能源消耗.
- 开发一个负载平衡解决方案,可以很容易地与现有的物联网框架集成.
主要方法:
- 分析云计算环境中的实际和虚拟主机要求.
- 在云集成物联网网络中开发一种独特的负载控制方法.
- 将拟议的负载平衡算法与现有的物联网框架集成.
主要成果:
- 拟议的负载平衡器显著提高了物联网网络响应时间的60%.
- 能源消耗 (31%),执行时间 (24%),节点关机时间 (45%) 和基础设施成本 (48%) 的减少.
- 模拟结果证实了拟议框架在解决基于物联网的云负载平衡问题的有效性.
结论:
- 开发的基于云的负载平衡器为云集成物联网架构中的负载管理提供了卓越的解决方案.
- 该算法有效地提高了网络性能指标,包括响应时间和能源效率.
- 与现有解决方案相比,拟议的框架提供了显著的成本和时间节省.
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